200 women with newly diagnosed ovarian or endometrial cancer scheduled to receive chemotherapy (adjuvant chemotherapy after surgery or neoadjuvant chemotherapy before surgery) will be recruited from Smilow Cancer Hospital at Yale Cancer Center (YCC) and Sylvester Comprehensive Cancer Center (SCCC) at University of Miami. If women are interested and eligible, the study team will obtain consent and collect baseline data. Participants will be randomized to an exercise and medical nutrition intervention (18 weeks dependent on length of chemotherapy) or usual care throughout therapy. After the standard 6 cycles of chemotherapy (\~18 weeks), a post-chemotherapy/end of intervention visit will be conducted. Follow-up assessments will be at standard of care visits (12-months post-diagnosis). Data required to calculate the primary endpoint (relative dose intensity of chemotherapy) will be abstracted from the medical record directly following each chemotherapy session.